#token probability
790 related articles
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Agent Tuning: A Complete Guide to Training LLMs with Agent Capabilities
A deep dive into Agent Tuning principles and practices, covering why Agent training is needed, the evolution from Prompt to RAG to Agent, development workflows, and cost assessment for private deployment.
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Tutorials·2 min
Getting Started with RAG: What Is Retrieval-Augmented Generation and How Does It Solve LLM Hallucination?
RAG (Retrieval-Augmented Generation) is the core solution for LLM hallucination. Learn RAG concepts, how it works, three causes of hallucination, and the complete learning path from basics to Knowledge Graph RAG.
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Deep Dives·3 min
Deep Dive into How OpenClaw (Open-Source Crayfish) AI Agent Works
Deep analysis of OpenClaw AI Agent internals: System Prompt, tool calling, SubAgents, Skill system, memory, and Context Engineering explained.
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Tutorials·3 min
Complete Google AI Studio Tutorial: Interface Configuration, Model Selection & Hands-On Applications
Complete guide to Google AI Studio covering interface layout, API setup, Gemini model selection, parameter tuning, and hands-on use cases for Build, image generation, video creation, and music.
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Deep Dives·1 min
Demystifying Transformer: A Word-Continuation Function, Deconstructed
Understand Transformer through the lens of word continuation. Breaking down language generation into Embedding, Transformer Block, and Probability output modules for intuitive understanding.
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Product Reviews·2 min
AI Face Masking Tool Test: Doubao Generates Working Code on First Try, GPT Fails After Multiple Debugging Rounds
Real-world test of AI-generated face tracking masking tool code: Doubao produces working code on first try while GPT fails after multiple debugging rounds. Detailed comparison included.
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Tutorials·2 min
Claude Code in Practice: Engineering Guide for AI-Powered API Test Automation
A deep dive into engineering Claude Code for API test automation, covering environment setup, Skill development, tool encapsulation, and Harness Engineering methodology.
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Tutorials·3 min
Claude Code Model Configuration & Cost Comparison: A Practical Money-Saving Guide
Detailed guide on configuring DeepSeek V4 Pro, Sonnet, and other models in Claude Code with real cost comparisons, environment variable setup, proxy solutions, and money-saving strategies for developers.
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Tutorials·2 min
LangChain Few-Shot Prompt Templates in Practice: A Complete FewShotPromptTemplate Tutorial
Learn LangChain FewShotPromptTemplate: core parameters, implementations for text completion and chat models, and practical use cases like batch file renaming to reduce LLM hallucinations.
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Tutorials·2 min
Claude Code Hooks: The Ultimate Solution for Replacing Prompts with Deterministic Control
Deep dive into Claude Code Hooks: achieve deterministic control over code formatting, dangerous command blocking, and team config sharing via lifecycle events.
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Deep Dives·4 min
AI Hallucinations: Why Large Language Models Inevitably "Make Things Up" and How to Deal With It
Deep dive into AI hallucination's three root causes: training objective flaws, exposure bias, and probabilistic generation. Covers classification and practical mitigation strategies including RAG.
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Deep Dives·2 min
The "Worse is Better" Philosophy of Large Model Design: Why Simple and Brutal Beats Refined and Complex
Analyzing the "worse is better" philosophy in large model architecture: why DeepSeek V4 dropped N-gram, why Transformer dominates AI, and three iron laws of simple, efficient model design.
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Deep Dives·3 min
Complete Guide to LLM Training: Pre-training, SFT Fine-tuning, and Preference Alignment Explained
Complete guide to the three core LLM training stages: pre-training, supervised fine-tuning (SFT), and preference alignment (DPO/PPO), covering LoRA, distillation, quantization, and pruning.
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Tutorials·2 min
Multi-Agent Collaborative Novel Writing: A Practical Tutorial from Template Setup to Continuous Creation
Learn how to build an AI novel writing team using Glutter's multi-Agent templates, with Editor-in-Chief, Author, and Proofreader roles collaborating to solve character consistency and plot coherence challenges in long-form fiction.
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Product Reviews·4 min
Lark CLI: A Deep Dive into Feishu's Open-Source AI Agent Command-Line Tool
Lark CLI is Feishu's official open-source CLI tool designed for AI Agents, offering 200+ commands across 17 business domains with 24 structured Skills for messaging, docs, spreadsheets, calendars, and more.
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Tutorials·3 min
Building an AI Trading Assistant with Claude Code: Full Walkthrough from Order Execution to Risk Management
Hands-on test of building an AI trading assistant with Claude Code + Telegram: natural language orders, funding rate scanning, portfolio dashboards, copy-trading, and security architecture.
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Tutorials·2 min
Harness Engineering Explained: The Role Shift from Coder to AI Supervisor
Deep dive into Harness Engineering: how engineers shift from coders to AI supervisors. Learn to solve agent drift, feedback optimization, and build future-proof engineering skills.
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Product Reviews·3 min
Manus Hands-On Review: How Does This AI Agent Perform on the DeepSeek Tech Stack?
Hands-on review of Manus AI Agent on the DeepSeek tech stack, analyzing task execution, Chinese reasoning capabilities, strengths, limitations, and the potential of domestic LLMs in Agent applications.
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Tutorials·3 min
Writing Web Novels with DeepSeek: A Complete Prompt Tutorial from Outline to Publication
A complete guide to writing web novels with DeepSeek's Deep Think mode using a five-step method: outline, causal review, characters, chapters, and body text, plus tips for passing platform review.
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Tutorials·2 min
CapCut + DeepSeek Batch Clipping: A Complete Tutorial to 10x Your Livestream Clip Production Efficiency
Complete guide to semi-automating livestream clipping with CapCut and DeepSeek: from subtitle recognition and AI-powered highlight filtering to batch remix export, compressing hours of manual editing into minutes.
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